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1 /*
2  * Copyright (c) 2017-2020 Arm Limited.
3  *
4  * SPDX-License-Identifier: MIT
5  *
6  * Permission is hereby granted, free of charge, to any person obtaining a copy
7  * of this software and associated documentation files (the "Software"), to
8  * deal in the Software without restriction, including without limitation the
9  * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
10  * sell copies of the Software, and to permit persons to whom the Software is
11  * furnished to do so, subject to the following conditions:
12  *
13  * The above copyright notice and this permission notice shall be included in all
14  * copies or substantial portions of the Software.
15  *
16  * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
17  * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
18  * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
19  * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
20  * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
21  * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
22  * SOFTWARE.
23  */
24 #include "Utils.h"
25 
26 #include "tests/validation/Helpers.h"
27 
28 namespace arm_compute
29 {
30 namespace test
31 {
32 namespace validation
33 {
34 // Return the bilinear value at a specified coordinate with different border modes
35 template <typename T>
bilinear_policy(const SimpleTensor<T> & in,Coordinates id,float xn,float yn,BorderMode border_mode,T constant_border_value)36 T bilinear_policy(const SimpleTensor<T> &in, Coordinates id, float xn, float yn, BorderMode border_mode, T constant_border_value)
37 {
38     const int idx = std::floor(xn);
39     const int idy = std::floor(yn);
40 
41     const float dx   = xn - idx;
42     const float dy   = yn - idy;
43     const float dx_1 = 1.0f - dx;
44     const float dy_1 = 1.0f - dy;
45 
46     const T border_value = constant_border_value;
47 
48     id.set(0, idx);
49     id.set(1, idy);
50     const float tl = tensor_elem_at(in, id, border_mode, border_value);
51     id.set(0, idx + 1);
52     id.set(1, idy);
53     const float tr = tensor_elem_at(in, id, border_mode, border_value);
54     id.set(0, idx);
55     id.set(1, idy + 1);
56     const float bl = tensor_elem_at(in, id, border_mode, border_value);
57     id.set(0, idx + 1);
58     id.set(1, idy + 1);
59     const float br = tensor_elem_at(in, id, border_mode, border_value);
60 
61     return static_cast<T>(tl * (dx_1 * dy_1) + tr * (dx * dy_1) + bl * (dx_1 * dy) + br * (dx * dy));
62 }
63 
64 template int8_t bilinear_policy(const SimpleTensor<int8_t> &in, Coordinates id, float xn, float yn, BorderMode border_mode, int8_t constant_border_value);
65 template uint8_t bilinear_policy(const SimpleTensor<uint8_t> &in, Coordinates id, float xn, float yn, BorderMode border_mode, uint8_t constant_border_value);
66 template int16_t bilinear_policy(const SimpleTensor<int16_t> &in, Coordinates id, float xn, float yn, BorderMode border_mode, int16_t constant_border_value);
67 template half bilinear_policy(const SimpleTensor<half> &in, Coordinates id, float xn, float yn, BorderMode border_mode, half constant_border_value);
68 template float bilinear_policy(const SimpleTensor<float> &in, Coordinates id, float xn, float yn, BorderMode border_mode, float constant_border_value);
69 
transpose(const RawTensor & src,int chunk_width)70 RawTensor transpose(const RawTensor &src, int chunk_width)
71 {
72     // Create reference
73     TensorShape dst_shape(src.shape());
74     dst_shape.set(0, src.shape().y() * chunk_width);
75     dst_shape.set(1, std::ceil(src.shape().x() / static_cast<float>(chunk_width)));
76 
77     RawTensor dst{ dst_shape, src.data_type() };
78 
79     // Compute reference
80     uint8_t *out_ptr = dst.data();
81 
82     for(int i = 0; i < dst.num_elements(); i += chunk_width)
83     {
84         Coordinates coord   = index2coord(dst.shape(), i);
85         size_t      coord_x = coord.x();
86         coord.set(0, coord.y() * chunk_width);
87         coord.set(1, coord_x / chunk_width);
88 
89         const int num_elements = std::min<int>(chunk_width, src.shape().x() - coord.x());
90 
91         std::copy_n(static_cast<const uint8_t *>(src(coord)), num_elements * src.element_size(), out_ptr);
92 
93         out_ptr += chunk_width * dst.element_size();
94     }
95 
96     return dst;
97 }
98 
valid_bilinear_policy(float xn,float yn,int width,int height,BorderMode border_mode)99 bool valid_bilinear_policy(float xn, float yn, int width, int height, BorderMode border_mode)
100 {
101     if(border_mode != BorderMode::UNDEFINED)
102     {
103         return true;
104     }
105     if((0 <= yn + 1) && (yn + 1 < height) && (0 <= xn + 1) && (xn + 1 < width))
106     {
107         return true;
108     }
109     return false;
110 }
111 } // namespace validation
112 } // namespace test
113 } // namespace arm_compute
114